# Model Governance

Record: `arch:model-governance`
Kind: activity
Layer: [Correctness Core](https://banes-lab.com/records/layer/correctness-core.md)
Severity: mandatory for production models
Scope: model lifecycle, model-backed system
Canonical: https://banes-lab.com/ontology#arch-model-governance

## Repair

- Refactored by: Add Registry, Add Approval Workflow, Add Eval Gates
- Detected by: model without lineage/approval/eval
- Violated by: deploying unapproved/untracked models
- Measured by: governance coverage
- Enforced by: CI/CD model gates

## requires

- [Model Registry](https://banes-lab.com/records/lex/model-registry.md)
- [Evaluation](https://banes-lab.com/records/lex/evaluation.md)
- [Approval Policy](https://banes-lab.com/records/lex/approval-policy.md)

## reinforces

- [Compliance](https://banes-lab.com/records/arch/compliance.md)
- [Model Safety](https://banes-lab.com/records/arch/model-safety.md)

## enables

- [Controlled Model Deployment](https://banes-lab.com/records/lex/controlled-model-deployment.md)

## conflicts-with

- [Unapproved Model Deployment](https://banes-lab.com/records/lex/unapproved-model-deployment.md)
- [Model Version Ambiguity](https://banes-lab.com/records/arch/model-version-ambiguity.md)

## tensions-with

- [Experiment Velocity](https://banes-lab.com/records/lex/experiment-velocity.md)

## tensions

- [Model Governance Experiment Velocity](https://banes-lab.com/records/tension/experiment-velocity-model-governance.md)

## referenced-by

- [Artificial Intelligence Architecture](https://banes-lab.com/records/arch/artificial-intelligence-architecture.md)
- [Machine Learning Architecture](https://banes-lab.com/records/arch/machine-learning-architecture.md)
- [Model Safety](https://banes-lab.com/records/arch/model-safety.md)
- [Model Drift Monitoring](https://banes-lab.com/records/arch/model-drift-monitoring.md)